公开(公告)号：US08849730B2

公开(公告)日：2014-09-30

申请号：US13326877

申请日：2011-12-15

申请人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

发明人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

IPC分类号： G06N3/08 ,  G06F19/24

CPC分类号： G06N3/08 ,  G06F17/30702 ,  G06F2216/03 ,  G06Q10/10

摘要： A system is provided for automatically predicting actions a user is likely to take in response to receiving data. The system may be configured to monitor and observe a user's interactions with incoming data and to identify patterns of actions the user may take in response to the incoming data. The system may enable a trainer component and a classifier component to determine the probability a user may take a particular action and to make predictions of likely user actions based on the observations of the user and the identified pattern of the user's actions. The system may also be configured to continuously observe the user's actions to fine-tune and adjust the identified patterns of user actions and to update the probabilities of likely user actions in order increase the accuracy of the predicted user action in response to incoming data.

摘要翻译： 提供了一种用于自动预测用户响应于接收数据可能采取的动作的系统。 该系统可以被配置为监视和观察用户与传入数据的交互并且识别用户响应于传入数据而采取的动作模式。 该系统可以使培训者组件和分类器组件确定用户可以采取特定动作的概率，并且基于用户的观察结果和所识别的用户动作模式来预测可能的用户动作。 该系统还可以被配置为连续观察用户的动作以微调​​和调整所识别的用户动作模式，并且更新可能的用户动作的概率，以便响应于输入数据增加预测用户动作的准确性。

公开(公告)号：US20130159408A1

公开(公告)日：2013-06-20

申请号：US13360594

申请日：2012-01-27

申请人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

发明人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

IPC分类号： G06F15/16

CPC分类号： G06Q10/10 ,  G06N20/00

摘要： A system is provided for automatically notifying a user of predicted action. The system may be configured to monitor and observe a user's interactions with incoming data, identify patterns of actions the user may take in response to the incoming data and generate a notification associated with the action. A trainer component and a classifier component determine the probability a user may take a particular action and to make predictions of likely user actions based on the observations of the user. A notifier may communicate with the classifier to generate a particular user notification associated with a user action response generated by the classifier. The notifier component utilizes a logic device to compare the received user prediction from the classifier with a plurality of user notifications stored in a database. The notifier component sends the user notification to one or more user devices associated with a user.

摘要翻译： 提供一种用于自动通知用户预测动作的系统。 该系统可以被配置为监视和观察用户与传入数据的交互，识别用户可以响应于传入数据而采取的动作模式并且生成与该动作相关联的通知。 训练器组件和分类器组件确定用户可以采取特定动作的概率，并且基于用户的观察来预测可能的用户动作。 通知器可以与分类器通信以生成与由分类器生成的用户动作响应相关联的特定用户通知。 通知器组件利用逻辑设备将来自分类器的接收到的用户预测与存储在数据库中的多个用户通知进行比较。 通知器组件将用户通知发送给与用户相关联的一个或多个用户设备。

公开(公告)号：US20130159220A1

公开(公告)日：2013-06-20

申请号：US13326877

申请日：2011-12-15

申请人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

发明人： John Winn ,  Fernando Garcia ,  Tore Sundelin ,  James Edelen

IPC分类号： G06F15/18

CPC分类号： G06N3/08 ,  G06F17/30702 ,  G06F2216/03 ,  G06Q10/10

摘要： A system is provided for automatically predicting actions a user is likely to take in response to receiving data. The system may be configured to monitor and observe a user's interactions with incoming data and to identify patterns of actions the user may take in response to the incoming data. The system may enable a trainer component and a classifier component to determine the probability a user may take a particular action and to make predictions of likely user actions based on the observations of the user and the identified pattern of the user's actions. The system may also be configured to continuously observe the user's actions to fine-tune and adjust the identified patterns of user actions and to update the probabilities of likely user actions in order increase the accuracy of the predicted user action in response to incoming data.

摘要翻译： 提供了一种用于自动预测用户响应于接收数据可能采取的动作的系统。 该系统可以被配置为监视和观察用户与传入数据的交互并且识别用户响应于传入数据而采取的动作模式。 该系统可以使培训者组件和分类器组件确定用户可以采取特定动作的概率，并且基于用户的观察结果和所识别的用户动作模式来预测可能的用户动作。 该系统还可以被配置为连续观察用户的动作以微调​​和调整所识别的用户动作模式，并且更新可能的用户动作的概率，以便响应于输入数据增加预测用户动作的准确性。

公开(公告)号：US08744979B2

公开(公告)日：2014-06-03

申请号：US12961180

申请日：2010-12-06

申请人： Tore Sundelin ,  James Kleewein ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

发明人： Tore Sundelin ,  James Kleewein ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

IPC分类号： G06F15/18 ,  G06F21/55

CPC分类号： G06F21/55 ,  G06N99/005 ,  G06Q10/107 ,  H04L51/12

摘要： Triaging electronic communications in a computing system environment can mitigate issues related to large volumes of incoming electronic communications. This can include an analysis of user-specific electronic communication data and associated behaviors to predict which communications a user is likely to deem important or unimportant. Client-side application features are exposed based on the evaluation of communication importance to enable the user to process arbitrarily large volumes of incoming communications.

摘要翻译： 在计算系统环境中调整电子通信可以减轻与大量进入电子通信相关的问题。 这可以包括对用户特定的电子通信数据和相关行为的分析，以预测用户可能认为重要或不重要的通信。 客户端应用功能基于通信重要性的评估而被公开，以使用户能够处理任意大量的传入通信。

公开(公告)号：US20120143806A1

公开(公告)日：2012-06-07

申请号：US12960923

申请日：2010-12-06

申请人： Tore Sundelin ,  James Kleewin ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

发明人： Tore Sundelin ,  James Kleewin ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

IPC分类号： G06F15/18

CPC分类号： G06N20/00

摘要： Triaging electronic communications in a computing system environment can mitigate issues related to large volumes of incoming electronic communications. This can include an analysis of user-specific electronic communication data and associated behaviors to predict which communications a user is likely to deem important or unimportant. Client-side application features are exposed based on the evaluation of communication importance to enable the user to process arbitrarily large volumes of incoming communications.

摘要翻译： 在计算系统环境中调整电子通信可以减轻与大量进入电子通信相关的问题。 这可以包括对用户特定的电子通信数据和相关行为的分析，以预测用户可能认为重要或不重要的通信。 客户端应用功能基于通信重要性的评估而被公开，以使用户能够处理任意大量的传入通信。

公开(公告)号：US20120143798A1

公开(公告)日：2012-06-07

申请号：US12961180

申请日：2010-12-06

申请人： Tore Sundelin ,  James Kleewein ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

发明人： Tore Sundelin ,  James Kleewein ,  James Edelen ,  Jorge Pereira ,  Alexander Wetmore ,  John Winn

IPC分类号： G06F15/18

CPC分类号： G06F21/55 ,  G06N99/005 ,  G06Q10/107 ,  H04L51/12

摘要： Triaging electronic communications in a computing system environment can mitigate issues related to large volumes of incoming electronic communications. This can include an analysis of user-specific electronic communication data and associated behaviors to predict which communications a user is likely to deem important or unimportant. Client-side application features are exposed based on the evaluation of communication importance to enable the user to process arbitrarily large volumes of incoming communications.

公开(公告)号：US20130346844A1

公开(公告)日：2013-12-26

申请号：US13530121

申请日：2012-06-22

申请人： Thore Graepel ,  Filip Radlinski ,  Andrew Donald Gordon ,  Pushmeet Kohli ,  John Winn ,  Lucas Bordeaux ,  Yoram Bachrach

发明人： Thore Graepel ,  Filip Radlinski ,  Andrew Donald Gordon ,  Pushmeet Kohli ,  John Winn ,  Lucas Bordeaux ,  Yoram Bachrach

IPC分类号： G06F17/20

CPC分类号： G06F17/246 ,  G06F17/18 ,  G06F17/2715 ,  G06F17/2725

摘要： Checking and/or completing for data grids is described such as for grids having rows and columns of cells at least some of which contain data values such as numbers or categories. In various embodiments predictive probability distributions are obtained from an inference engine for one or more of the cells and the predictive probability distributions are used for various tasks such as to suggest values to complete blank cells, highlight cells having outlying values, identify potential errors, suggest corrections to potential errors, identify similarities between cells, identify differences between cells, cluster rows of the data grid, and other tasks. In various embodiments a graphical user interface displays a data grid and provides facilities for completing, error checking/correcting, and analyzing data in the data grid.

摘要翻译： 描述数据网格的检查和/或完成，例如对于具有行和列的单元格的网格，其中至少一些包含诸如数字或类别的数据值。 在各种实施例中，从针对一个或多个单元的推理引擎获得预测概率分布，并且将预测概率分布用于各种任务，例如建议完成空白单元的值，突出显示具有偏离值的单元格，识别潜在错误，建议 纠正潜在的错误，识别单元格之间的相似性，识别单元格之间的差异，数据网格的集群行和其他任务。 在各种实施例中，图形用户界面显示数据网格并提供用于完成，错误检查/校正和分析数据网格中的数据的设施。

公开(公告)号：US20090319458A1

公开(公告)日：2009-12-24

申请号：US12143425

申请日：2008-06-20

申请人： Thomas Minka ,  John Winn

发明人： Thomas Minka ,  John Winn

IPC分类号： G06N5/04

CPC分类号： G06N5/04

摘要： A compiler for probabilistic programs is described. The inputs to the compiler are a definition of a model and a set of inference queries. The model definition is written as a probabilistic program which describes a system of interest. The compiler transforms statements in the probabilistic program to generate source code which performs the specified queries on the model. The source code may subsequently be compiled into a compiled algorithm and executed using data about the system. The execution of the compiled algorithm can be repeated with different data or parameter settings without requiring any recompiling of the algorithm.

摘要翻译： 描述了概率程序的编译器。 编译器的输入是模型和一组推理查询的定义。 模型定义被写成描述感兴趣的系统的概率程序。 编译器将概率程序中的语句转换为生成在模型上执行指定查询的源代码。 源代码可以随后被编译成编译的算法并且使用关于系统的数据来执行。 可以使用不同的数据或参数设置来重复编译算法的执行，而不需要对算法进行任何重新编译。

公开(公告)号：US08660303B2

公开(公告)日：2014-02-25

申请号：US12972837

申请日：2010-12-20

申请人： Shahram Izadi ,  Jamie Shotton ,  John Winn ,  Antonio Criminisi ,  Otmar Hilliges ,  Mat Cook ,  David Molyneaux

发明人： Shahram Izadi ,  Jamie Shotton ,  John Winn ,  Antonio Criminisi ,  Otmar Hilliges ,  Mat Cook ,  David Molyneaux

IPC分类号： G06K9/00 ,  G06K9/62 ,  G06K9/36

CPC分类号： G06K9/00369

摘要： A system and method for detecting and tracking targets including body parts and props is described. In one aspect, the disclosed technology acquires one or more depth images, generates one or more classification maps associated with one or more body parts and one or more props, tracks the one or more body parts using a skeletal tracking system, tracks the one or more props using a prop tracking system, and reports metrics regarding the one or more body parts and the one or more props. In some embodiments, feedback may occur between the skeletal tracking system and the prop tracking system.

摘要翻译： 描述了用于检测和跟踪包括身体部位和道具的目标的系统和方法。 在一个方面，所公开的技术获取一个或多个深度图像，生成与一个或多个身体部位和一个或多个道具相关联的一个或多个分类图，使用骨骼跟踪系统跟踪一个或多个身体部位， 使用道具跟踪系统的更多道具，并且报告关于一个或多个身体部位和一个或多个道具的指标。 在一些实施例中，可以在骨骼跟踪系统和支架跟踪系统之间进行反馈。

公开(公告)号：US20100228694A1

公开(公告)日：2010-09-09

申请号：US12400388

申请日：2009-03-09

申请人： Nicolas Le Roux ,  John Winn ,  Jamie Daniel Joseph Shotton

发明人： Nicolas Le Roux ,  John Winn ,  Jamie Daniel Joseph Shotton

IPC分类号： G06N3/08

CPC分类号： G06N3/08

摘要： Data processing using restricted Boltzmann machines is described, for example, to pre-process continuous data and provide binary outputs. In embodiments, restricted Boltzmann machines based on either Gaussian distributions or Beta distributions are described which are able to learn and model both the mean and variance of data. In some embodiments, a stack of restricted Boltzmann machines are connected in series with outputs of one restricted Boltzmann machine providing input to the next in the stack and so on. Embodiments describe how training for each machine in the stack may be carried out efficiently and the combined system used for one of a variety of applications such as data compression, object recognition, image processing, information retrieval, data analysis and the like.

摘要翻译： 例如，使用限制玻尔兹曼机器的数据处理被描述为预处理连续数据并提供二进制输出。 在实施例中，描述了基于高斯分布或Beta分布的限制Boltzmann机器，其能够学习和模拟数据的均值和方差。 在一些实施例中，一组受限制的波尔兹曼机器与一个限制波尔兹曼机器的输出串联连接，从而向堆叠中的下一个提供输入等等。 实施例描述了如何有效地执行堆栈中的每个机器的训练，以及用于诸如数据压缩，对象识别，图像处理，信息检索，数据分析等的各种应用之一的组合系统。